{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background removal for video using PCA (SVD) to describe the background\n",
    "This notebook is based on a primary presentation by Rachel Thomas found here: https://nbviewer.jupyter.org/github/fastai/numerical-linear-algebra/blob/master/nbs/3.%20Background%20Removal%20with%20Robust%20PCA.ipynb#SVD <br><br>\n",
    "Here opencv is used for video processing. The present code was developed using Kubuntu 18.04 and Python 3.6 with 32 Mb of RAM. It has also been tested in Windows 10.  \n",
    "\n",
    "Original video from \"BMC 2012 Background Models Challenge Dataset\" http://bmc.iut-auvergne.com/?page_id=24 \n",
    "\n",
    "Alternative location: https://github.com/momonala/image-processing-projects/blob/master/background_removal/video/Video_003/Video_003.avi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Present version of scikit learn 0.21.3\n"
     ]
    }
   ],
   "source": [
    "import cv2 #This is opencv\n",
    "import GenPlot as gp\n",
    "import numpy as np\n",
    "import sklearn.decomposition\n",
    "print('Present version of scikit learn', sklearn.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2gray(rgb):\n",
    "    return np.dot(rgb[...,:3], [0.299, 0.587, 0.114])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read one frame from the video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of frames:  794\n"
     ]
    }
   ],
   "source": [
    "cap = cv2.VideoCapture('data/Video_003.avi')\n",
    "\n",
    "video_length = int(cap.get(cv2.CAP_PROP_FRAME_COUNT)) - 1\n",
    "print (\"Number of frames: \", video_length)\n",
    "\n",
    "ret, frame = cap.read()\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'> (240, 320, 3)\n"
     ]
    }
   ],
   "source": [
    "print(type(frame), frame.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f2 = gp.Figure()\n",
    "f2.imshow(rgb2gray(frame), cmap='gray')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the video using opencv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_frames = np.zeros((video_length, frame.shape[0], frame.shape[1], frame.shape[2]), dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "cap = cv2.VideoCapture('data/Video_003.avi')\n",
    "for i in range(video_length):\n",
    "    is_ok, frame = cap.read()\n",
    "    if is_ok:\n",
    "        all_frames[i, :] = frame\n",
    "    else:\n",
    "        print('Did not read full video')\n",
    "        break\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f3 = gp.Figure()\n",
    "f3.imshow(rgb2gray(all_frames[50]), cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show one image frame flattened to a row to be put in a table subjected to principal components analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(76800,)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = rgb2gray(all_frames[50])\n",
    "flattened_img = np.ravel(img)\n",
    "print(flattened_img.shape )\n",
    "f3 = gp.Figure(figsize=(12,9))\n",
    "f3.imshow(np.atleast_2d(flattened_img), aspect=2000, cmap='gray')\n",
    "f3.ylabel('video\\n time')\n",
    "f3.xlabel('all video pixels on a row')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Randomized SVD from the scikit-learn library is good for rapid PCA calculations on large data sets\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def PCA_by_randomizedSVD(X, components):\n",
    "    trace = True\n",
    "    U, S, V = sklearn.decomposition.randomized_svd(X, components)        \n",
    "    T = U*S\n",
    "    P = V\n",
    "    if trace:\n",
    "        print()\n",
    "        print('SVD U S shapes', U.shape, S.shape )\n",
    "        print('PCA T.shape', T.shape)\n",
    "        print('PCA P.shape', P.shape)\n",
    "    return T, P, S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimensions of the video frames: (794, 240, 320) <class 'numpy.ndarray'> <class 'numpy.float64'>\n"
     ]
    }
   ],
   "source": [
    "all_BW_frames = rgb2gray(all_frames)\n",
    "print('Dimensions of the video frames:', all_BW_frames.shape, type(all_BW_frames), type(all_BW_frames[0,0,0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimensions of the flattened video frames: (794, 76800)\n"
     ]
    }
   ],
   "source": [
    "all_BW_rows = np.reshape(all_BW_frames, (-1, 240*320))\n",
    "print('Dimensions of the flattened video frames:', all_BW_rows.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f4 = gp.Figure(figsize=(12,9))\n",
    "f4.imshow(all_BW_rows, aspect=80.0, cmap='gray')\n",
    "f4.ylabel('video time')\n",
    "f4.xlabel('flattened video pixels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SVD U S shapes (794, 6) (6,)\n",
      "PCA T.shape (794, 6)\n",
      "PCA P.shape (6, 76800)\n",
      "Wall time: 952 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "T, P, S = PCA_by_randomizedSVD(all_BW_rows, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Amount of variation modelled by component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f4b = gp.Figure()\n",
    "f4b.plot(np.arange(6)+1, S)\n",
    "f4b.xlabel('principal components')\n",
    "f4b.ylabel('Amount of variation modelled by component')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of reconstruction: (794, 76800) 60979200\n"
     ]
    }
   ],
   "source": [
    "one_comp_reconstruction = np.outer(T[:,0], P[0,:])\n",
    "\n",
    "print('Size of reconstruction:', one_comp_reconstruction.shape, one_comp_reconstruction.size )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Flattened video pixels of background reconstruction from component 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f5 = gp.Figure(figsize=(12,9))\n",
    "f5.imshow(one_comp_reconstruction, aspect=80.0, cmap='gray')\n",
    "f5.ylabel('video time')\n",
    "f5.xlabel('flattened video pixels of background reconstruction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variation in component 1 score values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f4c = gp.Figure()\n",
    "f4c.plot( T[:,0])\n",
    "f4c.xlabel('video time')\n",
    "f4c.ylabel('t1 score magnitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Background reconstruction for frame 45 of the video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nr = 45\n",
    "f6 = gp.Figure()\n",
    "f6.imshow(np.reshape(one_comp_reconstruction[nr,:], (240, 320)), cmap='gray')\n",
    "f6.xlabel('background reconstruction for a frame')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video frame after subtraction of its individual background reconstruction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f7 = gp.Figure()\n",
    "f7.imshow(np.reshape(all_BW_rows[nr,:]-one_comp_reconstruction[nr,:], (240, 320)), cmap='gray')\n",
    "f7.xlabel('video frame after removal of its background reconstruction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reconstruct video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flat_imgs_min, flat_imgs_max -238.26067456775644 195.18729257709245\n"
     ]
    }
   ],
   "source": [
    "flat_imgs = all_BW_rows - one_comp_reconstruction\n",
    "flat_imgs_min = np.min(flat_imgs)\n",
    "flat_imgs_max = np.max(flat_imgs)\n",
    "print('flat_imgs_min, flat_imgs_max', flat_imgs_min, flat_imgs_max)\n",
    "\n",
    "#Normalize to integer range 0-255\n",
    "scaled_flat_imgs = np.asarray(255*(flat_imgs - flat_imgs_min)/(flat_imgs_max - flat_imgs_min), dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_BW_image_to_3_layer_format(img):\n",
    "    img_3layer = np.zeros((img.shape[0], img.shape[1], 3), dtype=np.uint8)\n",
    "    for layer in range(3):\n",
    "        img_3layer[:,:,layer] = img\n",
    "    return img_3layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "frame_size = (frame.shape[1], frame.shape[0]) # size = (width, height)\n",
    "out = cv2.VideoWriter('Reconstr05.mp4',cv2.VideoWriter_fourcc(*'X264'), 7, frame_size)\n",
    "for i in range(len(scaled_flat_imgs)):\n",
    "    img = np.reshape(scaled_flat_imgs[i], (frame.shape[0], frame.shape[1]))\n",
    "    out.write(transform_BW_image_to_3_layer_format(img))\n",
    "out.release()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video src=\"Reconstr05.mp4\" controls  >\n",
       "      Your browser does not support the <code>video</code> element.\n",
       "    </video>"
      ],
      "text/plain": [
       "<IPython.core.display.Video object>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Video\n",
    "Video('Reconstr05.mp4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "Videoprocessing library: opencv, https://opencv.org/ <br>\n",
    "Machine learning library: Sci-kit learn, https://scikit-learn.org/stable/index.html provided randomized_svd <br>\n",
    "The originating source for this example: https://www.fast.ai/ and https://github.com/fastai/numerical-linear-algebra/blob/master/README.md\n",
    "        \n",
    "### Future possibilities\n",
    "1, Now the whole video is kept in memory. Rewrite the reconstruction of the video to work from videoframes stored on file using the HDF5 file format with the h5py library.\n",
    "<br><br>\n",
    "2, Then test to remove the background of a higher resolution video\n",
    "<br><br>\n",
    "\n",
    "/Mats Josefson 2019-10-19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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